--- layout: documentation title: Malloy Documentation footer: /generated/footers/examples/iowa/step6.html ---

Dashboards

Putting it all together we can write a dashboard

query: vendor_dashboard is {
  group_by: vendor_count is count(distinct vendor_number)
  aggregate:
    total_sale_dollars
    total_bottles
  nest:
    by_month
    by_class
    by_vendor_bar_chart
    top_sellers_by_revenue
    most_expensive_products
    by_vendor_dashboard is {
      top: 10
      group_by: vendor_name
      aggregate: total_sale_dollars
      nest: by_month, top_sellers_by_revenue, most_expensive_products
    }
}

Run Dashboard

Simply add some filters. Notice the sub-dashboard for each of the Vendors.

query: iowa { where: category_class = 'VODKAS' } -> vendor_dashboard
QUERY RESULTS
vendor_count
252
total_sale_dollars
769,629,916.95
total_bottles
71,758,747
by_month
201220142016201820202022purchase_month01,000,0002,000,000total_sale_dollars
by_class
0200,000,000400,000,000600,000,000800,000,000total_sale_dollarsVODKAS1,958item_count
by_vendor_bar_chart
020,000,00040,000,00060,000,00080,000,000100,000,000120,000,000total_sale_dollarsFIFTH GENERATION INCDiageo AmericasPernod Ricard USA/Austin NicholsLuxco-St LouisPhillips Beverage CompanyBacardi U.S.A., Inc.E & J Gallo WinerySazerac North AmericaLaird And CompanySAZERAC COMPANY INC2,000,0004,000,0006,000,000total_bottles
top_sellers_by_revenue
vendor_​nameitem_​descriptiontotal_​sale_​dollarstotal_​bottlesavg_​price_​per_​100ml
FIFTH GENERATION INCTitos Handmade Vodka107,294,484.865,627,9981.899
Luxco-St LouisHawkeye Vodka45,174,633.896,531,4220.655
Pernod Ricard USA/Austin NicholsAbsolut Swedish Vodka 80 Prf31,596,088.511,579,7572.206
Bacardi U.S.A., Inc.Grey Goose Vodka27,384,708.971,178,9843.517
Laird And CompanyFive O'clock Vodka19,515,173.643,276,4950.665
most_expensive_products
vendor_​nameitem_​descriptiontotal_​sale_​dollarstotal_​bottlesavg_​price_​per_​100ml
AMERICAN SPIRITS EXCHANGEE.T. 51 Premium Vodka Mini8,396.6449342.72
AMERICAN SPIRITS EXCHANGEE.T.51 Premium Vodka Mini11,481.1267342.72
STOLLER IMPORTS INC / MARSALLE COMPANYOuterspace Vodka Mini2703180
Heaven Hill BrandsDeep Eddy Vodka Mini151.22151.2
SAZERAC COMPANY INCPlatinum 7X Vodka Candy Cane3,6458190
Hawaii Sea Spirits LLCOcean Organic Vodka Mini135390
Foundry Distilling Company, LLCOkoboji Vodka Mini4951190
JDSO INC / Red Boot DistilleryBlue Ox Vodka Mini36,00080090
Blue Ox Spirits, Inc.Blue Ox Vodka Mini1,7103890
DIAGEO AMERICASCiroc Summer Colada Mini156.48278.24
vendor_name
FIFTH GENERATION INC
total_sale_dollars
113,617,094.86
by_month
201220142016201820202022purchase_month0500,0001,000,000total_sale_dollars
top_sellers_by_revenue
vendor_​nameitem_​descriptiontotal_​sale_​dollarstotal_​bottlesavg_​price_​per_​100ml
FIFTH GENERATION INCTitos Handmade Vodka107,294,484.865,627,9981.899
FIFTH GENERATION INCTitos Vodka4,866,101.4334,6101.93
FIFTH GENERATION INCTitos Handmade Vodka Mini984,86450,76739.513
FIFTH GENERATION INCTitos Handmade Mini471,644.624,6026.33
most_expensive_products
vendor_​nameitem_​descriptiontotal_​sale_​dollarstotal_​bottlesavg_​price_​per_​100ml
FIFTH GENERATION INCTitos Handmade Vodka Mini984,86450,76739.513
FIFTH GENERATION INCTitos Handmade Mini471,644.624,6026.33
FIFTH GENERATION INCTitos Vodka4,866,101.4334,6101.93
FIFTH GENERATION INCTitos Handmade Vodka107,294,484.865,627,9981.899
vendor_name
Diageo Americas
total_sale_dollars
107,777,150.43
by_month
201220142016201820202022purchase_month0200,000400,000total_sale_dollars
top_sellers_by_revenue
vendor_​nameitem_​descriptiontotal_​sale_​dollarstotal_​bottlesavg_​price_​per_​100ml
Diageo AmericasSmirnoff Vodka 80 Prf15,666,444.631,386,1391.624
Diageo AmericasSmirnoff 80prf12,357,952.331,168,9911.666
Diageo AmericasKetel One Imported Vodka9,382,491.37374,6312.502
Diageo AmericasSmirnoff Vodka 80 Prf Pet6,868,054.74313,6851.25
Diageo AmericasSmirnoff 80prf PET4,279,911.87229,7491.418
most_expensive_products
vendor_​nameitem_​descriptiontotal_​sale_​dollarstotal_​bottlesavg_​price_​per_​100ml
Diageo AmericasCiroc French Vanilla Mini4,149.910668.684
Diageo AmericasSmirnoff Red, White and Berry Mini134.521222.42
Diageo AmericasSmirnoff Red, White & Berry Mini19,729.61,76022.42
Diageo AmericasSmirnoff Zero Sugar Infusion Strawberry & Rose Mini6,423.3357322.42
Diageo AmericasSmirnoff Zero Sugar Infusion Cucumber & Lime Mini5,033.2944922.42
Diageo AmericasSmirnoff Peach Lemonade Mini29,807.392,65922.42
Diageo AmericasSmirnoff Pink Lemonade Mini43,405.123,87222.42
Diageo AmericasSmirnoff Zero Sugar Infusion Watermelon & Mint Mini11,669.611,04122.42
Diageo AmericasSmirnoff Sours Berry Lemon Mini205.922419.79
Diageo AmericasSmirnoff Pineapple Mini1,267.0814418.475
vendor_name
Pernod Ricard USA/Austin Nichols
total_sale_dollars
62,673,781.62
by_month
201220142016201820202022purchase_month0200,000400,000total_sale_dollars
top_sellers_by_revenue
vendor_​nameitem_​descriptiontotal_​sale_​dollarstotal_​bottlesavg_​price_​per_​100ml
Pernod Ricard USA/Austin NicholsAbsolut Swedish Vodka 80 Prf31,596,088.511,579,7572.206
Pernod Ricard USA/Austin NicholsAbsolut Swedish Vodka 80prf9,996,245.96584,7792.032
Pernod Ricard USA/Austin NicholsAbsolut Citron (lemon Vodka)6,215,574.81304,4012.164
Pernod Ricard USA/Austin NicholsAbsolut Mandrin2,281,715.08116,6962.196
Pernod Ricard USA/Austin NicholsAbsolut Citron1,882,629.4499,0832.113
most_expensive_products
vendor_​nameitem_​descriptiontotal_​sale_​dollarstotal_​bottlesavg_​price_​per_​100ml
Pernod Ricard USA/Austin NicholsAbsolut Raspberri Mini237.62419.8
Pernod Ricard USA/Austin NicholsAbsolut Citron Mini118.81219.8
Pernod Ricard USA/Austin NicholsAbsolut Swedish Vodka 80prf Mini579,945.9648,81716.882
Pernod Ricard USA/Austin NicholsAbsolut Lime Mini110,382.312,5158.315
Pernod Ricard USA/Austin NicholsAbsolut Elyx6,294.962283.545
Pernod Ricard USA/Austin NicholsAbsolut Black 100269.88122.999
Pernod Ricard USA/Austin NicholsAbsolut Vodka 100 Premium65,921.542,9762.951
Pernod Ricard USA/Austin NicholsLevel Imported Vodka DNO503.04242.795
Pernod Ricard USA/Austin NicholsAbsolut Mini Trial Pack3,822.316412.393
Pernod Ricard USA/Austin NicholsAbsolut Mini Bar31,381.055,3032.368
vendor_name
Luxco-St Louis
total_sale_dollars
52,246,591.66
by_month
201220142016201820202022purchase_month0100,000200,000total_sale_dollars
top_sellers_by_revenue
vendor_​nameitem_​descriptiontotal_​sale_​dollarstotal_​bottlesavg_​price_​per_​100ml
Luxco-St LouisHawkeye Vodka45,174,633.896,531,4220.655
Luxco-St LouisHawkeye Vodka 80 Prf Mini1,025,499.97174,7601.171
Luxco-St LouisHawkeye Vodka PET983,528.13196,3130.668
Luxco-St LouisPearl Cucumber Vodka906,949.2280,8981.501
Luxco-St LouisKorski Vodka892,800.38106,8270.598
most_expensive_products
vendor_​nameitem_​descriptiontotal_​sale_​dollarstotal_​bottlesavg_​price_​per_​100ml
Luxco-St LouisPearl Ruby Grapefruit Mini580.88813.2
Luxco-St LouisHawkeye Vodka Mini494,443.879,7499.633
Luxco-St LouisVeev Acai12662.8
Luxco-St LouisPearl Pumpkin Spice3,360.152851.572
Luxco-St LouisPearl Chocolate Hazelnut1,532.71301.572
Luxco-St LouisPearl Plum8,783.557451.572
Luxco-St LouisPearl Caramel Vodka67,688.965,7441.571
Luxco-St LouisPearl Chocolate Covered Cherry9,414.337991.571
Luxco-St LouisPearl Wedding Cake Vodka31,230.982,6511.571
Luxco-St LouisPearl Wedding Cake Vodk1,696.321441.571
vendor_name
Phillips Beverage Company
total_sale_dollars
52,214,456.99
by_month
201220142016201820202022purchase_month0100,000200,000300,000total_sale_dollars
top_sellers_by_revenue
vendor_​nameitem_​descriptiontotal_​sale_​dollarstotal_​bottlesavg_​price_​per_​100ml
Phillips Beverage CompanyPhillips Vodka14,783,992.061,781,3620.659
Phillips Beverage CompanyUv Blue (raspberry) Vodka10,515,188.1939,0871.158
Phillips Beverage CompanyUV Vodka PET5,983,705.06374,1750.931
Phillips Beverage CompanyUV Blue Raspberry2,923,186.44251,7711.188
Phillips Beverage CompanyUv Red (cherry) Vodka2,557,369.7235,7231.194
most_expensive_products
vendor_​nameitem_​descriptiontotal_​sale_​dollarstotal_​bottlesavg_​price_​per_​100ml
Phillips Beverage CompanyPrairie Organic Grapefruit Hibiscus Chamomile FL Vodka Mini172.52513.8
Phillips Beverage CompanyPrairie Organic Watermelon Cucumber Lime FL Vodka Mini600.38713.8
Phillips Beverage CompanyPrairie Organic Apple Pear Ginger FL Vodka Mini241.53513.8
Phillips Beverage CompanyUV Apple Green Mini79.21213.2
Phillips Beverage CompanyUV Cake Mini95,593.514,06510.221
Phillips Beverage CompanyUV Blue Raspberry Mini173,316.925,53910.135
Phillips Beverage CompanyUV Red Cherry Mini45,449.16,7079.986
Phillips Beverage CompanyRow Vodka Mini48,133.988,9048.496
Phillips Beverage CompanyPhillips Vodka Mini2,283.63462.234
Phillips Beverage CompanyUV Peach Mini24,615.183,0082.223
vendor_name
Bacardi U.S.A., Inc.
total_sale_dollars
35,528,470.53
by_month
201220142016201820202022purchase_month050,000100,000150,000200,000total_sale_dollars
top_sellers_by_revenue
vendor_​nameitem_​descriptiontotal_​sale_​dollarstotal_​bottlesavg_​price_​per_​100ml
Bacardi U.S.A., Inc.Grey Goose Vodka27,384,708.971,178,9843.517
Bacardi U.S.A., Inc.Grey Goose6,468,234.89305,7813.497
Bacardi U.S.A., Inc.Grey Goose Vodka Mini359,31011,9715
Bacardi U.S.A., Inc.Grey Goose Cherry Noir326,940.212,1533.637
Bacardi U.S.A., Inc.Grey Goose Vodka L'orange185,775.26,8053.636
most_expensive_products
vendor_​nameitem_​descriptiontotal_​sale_​dollarstotal_​bottlesavg_​price_​per_​100ml
Bacardi U.S.A., Inc.Grey Goose Essences Strawberry & Lemongrass Mini3,316.6811159.76
Bacardi U.S.A., Inc.Grey Goose Essences Watermelon & Basil Mini2,181.247359.76
Bacardi U.S.A., Inc.Grey Goose Essences White Peach & Rosemary Mini2,719.089159.76
Bacardi U.S.A., Inc.Grey Goose Mini149,3404,97845.741
Bacardi U.S.A., Inc.Grey Goose VX48,221.468087.264
Bacardi U.S.A., Inc.Grey Goose Multi Pack8,3908395
Bacardi U.S.A., Inc.Grey Goose Vodka Mini359,31011,9715
Bacardi U.S.A., Inc.Grey Goose Le Melon Mini2,760925
Bacardi U.S.A., Inc.Grey Goose La Poire Mini1,050355
Bacardi U.S.A., Inc.Grey Goose Le Citron Mini1,050355
vendor_name
E & J Gallo Winery
total_sale_dollars
33,590,355.09
by_month
201220142016201820202022purchase_month050,000100,000150,000total_sale_dollars
top_sellers_by_revenue
vendor_​nameitem_​descriptiontotal_​sale_​dollarstotal_​bottlesavg_​price_​per_​100ml
E & J Gallo WineryNew Amsterdam Vodka9,103,964.24895,1721.375
E & J Gallo WineryNew Amsterdam 80prf5,678,083.64674,4901.406
E & J Gallo WineryNew Amsterdam Peach5,670,658.1741,3021.449
E & J Gallo WineryNew Amsterdam Red Berry2,273,522.24297,1071.446
E & J Gallo WineryNew Amsterdam Pink Whitney2,203,877.11208,4221.44
most_expensive_products
vendor_​nameitem_​descriptiontotal_​sale_​dollarstotal_​bottlesavg_​price_​per_​100ml
E & J Gallo WineryNew Amsterdam Gluten Free Mini2,592.7231216.62
E & J Gallo WineryNew Amsterdam Apple Mini83110016.62
E & J Gallo WineryNew Amsterdam Passion Fruit Flavored Vodka Mini2,49330016.62
E & J Gallo WineryNew Amsterdam Pink Whitney Mini281,120.838,68014.67
E & J Gallo WineryNew Amsterdam 80prf Mini476,279.3457,31414.009
E & J Gallo WinerySOOH New Amsterdam Mango Mini8,235.2199113.788
E & J Gallo WineryNew Amsterdam Grapefruit Mini47,342.075,69713.658
E & J Gallo WineryNew Amsterdam Pineapple Mini48,090.395,80113.589
E & J Gallo WineryNew Amsterdam Peach Mini104,775.6812,61012.189
E & J Gallo WineryNew Amsterdam Orange Mini9,706.081,1686.446
vendor_name
Sazerac North America
total_sale_dollars
31,021,837.41
by_month
20122014201620182020purchase_month050,000100,000150,000200,000total_sale_dollars
top_sellers_by_revenue
vendor_​nameitem_​descriptiontotal_​sale_​dollarstotal_​bottlesavg_​price_​per_​100ml
Sazerac North AmericaBarton Vodka17,499,709.622,506,8400.614
Sazerac North AmericaSkol Vodka5,763,851.08748,0550.644
Sazerac North AmericaFleischmann's Royal Vodka 80 Prf2,964,933.76284,7250.594
Sazerac North AmericaFleischmann's Royal Vodka1,105,760.95248,9370.651
Sazerac North AmericaCaliber Vodka923,172.25121,5170.63
most_expensive_products
vendor_​nameitem_​descriptiontotal_​sale_​dollarstotal_​bottlesavg_​price_​per_​100ml
Sazerac North America99 Vodka Mini270309.75
Sazerac North America99 Raspberry Mini630704.8
Sazerac North AmericaBarton Vodka Mini81,837.8413,9013.079
Sazerac North AmericaNaked Jay Big Dill Vodka1,121.28961.557
Sazerac North AmericaWave Baja Mini90101.5
Sazerac North AmericaNaked Jay Gooey Buns Vodka Mini90101.5
Sazerac North AmericaWave Tiki Vodka Mini90101.5
Sazerac North America99 Raspberry Vodka Mini90101.5
Sazerac North AmericaWave Cherry Vodka90101.5
Sazerac North AmericaWave Chocolate Pretzel Vodka Mini90101.5
vendor_name
Laird And Company
total_sale_dollars
27,458,973.9
by_month
201220142016201820202022purchase_month050,000100,000total_sale_dollars
top_sellers_by_revenue
vendor_​nameitem_​descriptiontotal_​sale_​dollarstotal_​bottlesavg_​price_​per_​100ml
Laird And CompanyFive O'clock Vodka19,515,173.643,276,4950.665
Laird And CompanyFive O'Clock Vodka4,454,867.86757,5480.669
Laird And CompanyFive O'clock PET Vodka2,778,022.64549,3290.673
Laird And CompanyFive O'Clock Vodka PET710,909.76140,4960.675
most_expensive_products
vendor_​nameitem_​descriptiontotal_​sale_​dollarstotal_​bottlesavg_​price_​per_​100ml
Laird And CompanyFive O'Clock Vodka PET710,909.76140,4960.675
Laird And CompanyFive O'clock PET Vodka2,778,022.64549,3290.673
Laird And CompanyFive O'Clock Vodka4,454,867.86757,5480.669
Laird And CompanyFive O'clock Vodka19,515,173.643,276,4950.665
vendor_name
SAZERAC COMPANY INC
total_sale_dollars
26,841,435.69
by_month
201220142016201820202022purchase_month0100,000200,000total_sale_dollars
top_sellers_by_revenue
vendor_​nameitem_​descriptiontotal_​sale_​dollarstotal_​bottlesavg_​price_​per_​100ml
SAZERAC COMPANY INCNikolai Vodka8,786,990.781,148,4210.618
SAZERAC COMPANY INCPlatinum 7x Vodka6,629,463.5574,4500.868
SAZERAC COMPANY INCFris Danish Vodka5,285,006.92441,5020.799
SAZERAC COMPANY INCBarton Vodka1,072,415.47171,1430.631
SAZERAC COMPANY INCPopov 80prf1,011,063.7109,2160.841
most_expensive_products
vendor_​nameitem_​descriptiontotal_​sale_​dollarstotal_​bottlesavg_​price_​per_​100ml
SAZERAC COMPANY INCPlatinum 7X Vodka Candy Cane3,6458190
SAZERAC COMPANY INCClix Vodka8,657.633731.199
SAZERAC COMPANY INCVan Gogh Double Expresso Vodka Mini637.25921.6
SAZERAC COMPANY INCFirefly Straight Vodka Mini3604018
SAZERAC COMPANY INCFirefly Lemonade Mini3,96944118
SAZERAC COMPANY INCFirefly Lemonade Vodka Mini2,16924118
SAZERAC COMPANY INCFirefly Ruby Red Grapefruit Mini5,27458618
SAZERAC COMPANY INCFirefly 80prf Mini3,26736318
SAZERAC COMPANY INCNatural Light Strawberry Lemonade Vodka Mini3,93357013.8
SAZERAC COMPANY INCNatural Light Black Cherry Lemonade Vodka Mini3,118.845213.8
[
  {
    "vendor_count": 252,
    "total_sale_dollars": 769629916.9500641,
    "total_bottles": 71758747,
    "by_month": [
      {
        "purchase_month": {
          "value": "2012-01-01"
        },
        "total_sale_dollars": 610057.1599999999
      },
      {
        "purchase_month": {
          "value": "2012-01-08"
        },
        "total_sale_dollars": 802949.4100000003
      },
      {
        "purchase_month": {
          "value": "2012-01-15"
        },
        "total_sale_dollars": 935417.8
      },
      {
        "purchase_month": {
          "value": "2012-01-22"
        },
        "total_sale_dollars": 988698.7400000002
      },
      {
        "purchase_month": {
          "value": "2012-01-29"
        },
        "total_sale_dollars": 938111.7300000009
      },
      {
        "purchase_month": {
          "value": "2012-02-05"
        },
        "total_sale_dollars": 902035.6900000006
      },
      {
        "purchase_month": {
          "value": "2012-02-12"
        },
        "total_sale_dollars": 896318.0400000004
      },
      {
        "purchase_month": {
          "value": "2012-02-19"
        },
        "total_sale_dollars": 980946.7700000007
      },
      {
        "purchase_month": {
          "value": "2012-02-26"
        },
        "total_sale_dollars": 893080.9900000005
      },
      {
        "purchase_month": {
          "value": "2012-03-04"
        },
        "total_sale_dollars": 976248.3900000007
      },
      {
        "purchase_month": {
          "value": "2012-03-11"
        },
        "total_sale_dollars": 1018939.0200000008
      },
      {
        "purchase_month": {
          "value": "2012-03-18"
        },
        "total_sale_dollars": 1007704.9700000009
      },
      {
        "purchase_month": {
          "value": "2012-03-25"
        },
        "total_sale_dollars": 955948.0500000005
      },
      {
        "purchase_month": {
          "value": "2012-04-01"
        },
        "total_sale_dollars": 1152349.6600000008
      },
      {
        "purchase_month": {
          "value": "2012-04-08"
        },
        "total_sale_dollars": 1139967.600000001
      },
      {
        "purchase_month": {
          "value": "2012-04-15"
        },
        "total_sale_dollars": 1035155.440000001
      },
      {
        "purchase_month": {
          "value": "2012-04-22"
        },
        "total_sale_dollars": 1067074.1300000008
      },
      {
        "purchase_month": {
          "value": "2012-04-29"
        },
        "total_sale_dollars": 1087894.9100000008
      },
      {
        "purchase_month": {
          "value": "2012-05-06"
        },
        "total_sale_dollars": 1101532.0000000007
      },
      {
        "purchase_month": {
          "value": "2012-05-13"
        },
        "total_sale_dollars": 1096981.2900000007
      },
      {
        "purchase_month": {
          "value": "2012-05-20"
        },
        "total_sale_dollars": 1386355.59
      },
      {
        "purchase_month": {
          "value": "2012-05-27"
        },
        "total_sale_dollars": 863731.4900000001
      },
      {
        "purchase_month": {
          "value": "2012-06-03"
        },
        "total_sale_dollars": 1236165.5900000005
      },
      {
        "purchase_month": {
          "value": "2012-06-10"
        },
        "total_sale_dollars": 1296151.400000001
      },
      {
        "purchase_month": {
          "value": "2012-06-17"
        },
        "total_sale_dollars": 1182540.5000000007
      },
      {
        "purchase_month": {
          "value": "2012-06-24"
        },
        "total_sale_dollars": 1613062.2999999998
      },
      {
        "purchase_month": {
          "value": "2012-07-01"
        },
        "total_sale_dollars": 1173113.470000001
      },
      {
        "purchase_month": {
          "value": "2012-07-08"
        },
        "total_sale_dollars": 1132063.4000000008
      },
      {
        "purchase_month": {
          "value": "2012-07-15"
        },
        "total_sale_dollars": 1238239.71
      },
      {
        "purchase_month": {
          "value": "2012-07-22"
        },
        "total_sale_dollars": 1072884.210000001
      },
      {
        "purchase_month": {
          "value": "2012-07-29"
        },
        "total_sale_dollars": 1214136.0600000003
      },
      {
        "purchase_month": {
          "value": "2012-08-05"
        },
        "total_sale_dollars": 1272308.5300000003
      },
      {
        "purchase_month": {
          "value": "2012-08-12"
        },
        "total_sale_dollars": 1187809.7600000005
      },
      {
        "purchase_month": {
          "value": "2012-08-19"
        },
        "total_sale_dollars": 1141115.1600000004
      },
      {
        "purchase_month": {
          "value": "2012-08-26"
        },
        "total_sale_dollars": 1580034.549999999
      },
      {
        "purchase_month": {
          "value": "2012-09-02"
        },
        "total_sale_dollars": 968773.63
      },
      {
        "purchase_month": {
          "value": "2012-09-09"
        },
        "total_sale_dollars": 1244709.0400000005
      },
      {
        "purchase_month": {
          "value": "2012-09-16"
        },
        "total_sale_dollars": 990731.3400000003
      },
      {
        "purchase_month": {
          "value": "2012-09-23"
        },
        "total_sale_dollars": 995239.1300000001
      },
      {
        "purchase_month": {
          "value": "2012-09-30"
        },
        "total_sale_dollars": 1577376.0799999998
      },
      {
        "purchase_month": {
          "value": "2012-10-07"
        },
        "total_sale_dollars": 1541959.3999999994
      },
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              "value": "2022-01-09"
            },
            "total_sale_dollars": 140279.4
          },
          {
            "purchase_month": {
              "value": "2022-01-16"
            },
            "total_sale_dollars": 135479.59000000005
          },
          {
            "purchase_month": {
              "value": "2022-01-23"
            },
            "total_sale_dollars": 121707.43999999999
          },
          {
            "purchase_month": {
              "value": "2022-01-30"
            },
            "total_sale_dollars": 206097.68000000002
          },
          {
            "purchase_month": {
              "value": "2022-02-06"
            },
            "total_sale_dollars": 169736.24000000005
          },
          {
            "purchase_month": {
              "value": "2022-02-13"
            },
            "total_sale_dollars": 180405.04
          },
          {
            "purchase_month": {
              "value": "2022-02-20"
            },
            "total_sale_dollars": 124424.99999999999
          },
          {
            "purchase_month": {
              "value": "2022-02-27"
            },
            "total_sale_dollars": 131024.07999999997
          },
          {
            "purchase_month": {
              "value": "2022-03-06"
            },
            "total_sale_dollars": 211874.24000000005
          },
          {
            "purchase_month": {
              "value": "2022-03-13"
            },
            "total_sale_dollars": 202542.44000000003
          },
          {
            "purchase_month": {
              "value": "2022-03-20"
            },
            "total_sale_dollars": 186427.50999999998
          },
          {
            "purchase_month": {
              "value": "2022-03-27"
            },
            "total_sale_dollars": 107699.2
          }
        ],
        "top_sellers_by_revenue": [
          {
            "vendor_name": "SAZERAC COMPANY  INC",
            "item_description": "Nikolai Vodka",
            "total_sale_dollars": 8786990.77999998,
            "total_bottles": 1148421,
            "avg_price_per_100ml": 0.6175113236560656
          },
          {
            "vendor_name": "SAZERAC COMPANY  INC",
            "item_description": "Platinum 7x Vodka",
            "total_sale_dollars": 6629463.50000002,
            "total_bottles": 574450,
            "avg_price_per_100ml": 0.8676308893927945
          },
          {
            "vendor_name": "SAZERAC COMPANY  INC",
            "item_description": "Fris Danish Vodka",
            "total_sale_dollars": 5285006.920000028,
            "total_bottles": 441502,
            "avg_price_per_100ml": 0.7990234066976094
          },
          {
            "vendor_name": "SAZERAC COMPANY  INC",
            "item_description": "Barton Vodka",
            "total_sale_dollars": 1072415.4699999997,
            "total_bottles": 171143,
            "avg_price_per_100ml": 0.631217749188481
          },
          {
            "vendor_name": "SAZERAC COMPANY  INC",
            "item_description": "Popov 80prf",
            "total_sale_dollars": 1011063.7,
            "total_bottles": 109216,
            "avg_price_per_100ml": 0.8407952966966185
          }
        ],
        "most_expensive_products": [
          {
            "vendor_name": "SAZERAC COMPANY  INC",
            "item_description": "Platinum 7X Vodka Candy Cane",
            "total_sale_dollars": 3645,
            "total_bottles": 81,
            "avg_price_per_100ml": 90
          },
          {
            "vendor_name": "SAZERAC COMPANY  INC",
            "item_description": "Clix Vodka",
            "total_sale_dollars": 8657.63,
            "total_bottles": 37,
            "avg_price_per_100ml": 31.198666666666668
          },
          {
            "vendor_name": "SAZERAC COMPANY  INC",
            "item_description": "Van Gogh Double Expresso Vodka Mini",
            "total_sale_dollars": 637.2,
            "total_bottles": 59,
            "avg_price_per_100ml": 21.6
          },
          {
            "vendor_name": "SAZERAC COMPANY  INC",
            "item_description": "Firefly Straight Vodka Mini",
            "total_sale_dollars": 360,
            "total_bottles": 40,
            "avg_price_per_100ml": 18
          },
          {
            "vendor_name": "SAZERAC COMPANY  INC",
            "item_description": "Firefly Lemonade Mini",
            "total_sale_dollars": 3969,
            "total_bottles": 441,
            "avg_price_per_100ml": 18
          },
          {
            "vendor_name": "SAZERAC COMPANY  INC",
            "item_description": "Firefly Lemonade Vodka Mini",
            "total_sale_dollars": 2169,
            "total_bottles": 241,
            "avg_price_per_100ml": 18
          },
          {
            "vendor_name": "SAZERAC COMPANY  INC",
            "item_description": "Firefly Ruby Red Grapefruit Mini",
            "total_sale_dollars": 5274,
            "total_bottles": 586,
            "avg_price_per_100ml": 18
          },
          {
            "vendor_name": "SAZERAC COMPANY  INC",
            "item_description": "Firefly 80prf Mini",
            "total_sale_dollars": 3267,
            "total_bottles": 363,
            "avg_price_per_100ml": 18
          },
          {
            "vendor_name": "SAZERAC COMPANY  INC",
            "item_description": "Natural Light Strawberry Lemonade Vodka Mini",
            "total_sale_dollars": 3933.0000000000005,
            "total_bottles": 570,
            "avg_price_per_100ml": 13.8
          },
          {
            "vendor_name": "SAZERAC COMPANY  INC",
            "item_description": "Natural Light Black Cherry Lemonade Vodka Mini",
            "total_sale_dollars": 3118.800000000001,
            "total_bottles": 452,
            "avg_price_per_100ml": 13.8
          }
        ]
      }
    ]
  }
]
WITH __stage0 AS (
  SELECT
    group_set,
    CASE WHEN group_set=0 THEN
      count(distinct iowa.vendor_number)
      END as vendor_count__0,
    CASE WHEN group_set=0 THEN
      SUM(iowa.sale_dollars)
      END as total_sale_dollars__0,
    CASE WHEN group_set=0 THEN
      SUM(iowa.bottles_sold)
      END as total_bottles__0,
    CASE WHEN group_set=1 THEN
      DATE_TRUNC(iowa.date, WEEK)
      END as purchase_month__1,
    CASE WHEN group_set=1 THEN
      SUM(iowa.sale_dollars)
      END as total_sale_dollars__1,
    CASE WHEN group_set=2 THEN
      CASE WHEN REGEXP_CONTAINS(iowa.category_name,r'(WHISK|SCOTCH|BOURBON|RYE)') THEN 'WHISKIES' WHEN REGEXP_CONTAINS(iowa.category_name,r'VODKA') THEN 'VODKAS' WHEN REGEXP_CONTAINS(iowa.category_name,r'RUM') THEN 'RUMS' WHEN REGEXP_CONTAINS(iowa.category_name,r'TEQUILA') THEN 'TEQUILAS' WHEN REGEXP_CONTAINS(iowa.category_name,r'(LIQUE|AMARETTO|TRIPLE SEC)') THEN 'LIQUEURS' WHEN REGEXP_CONTAINS(iowa.category_name,r'BRAND(I|Y)') THEN 'BRANDIES' WHEN REGEXP_CONTAINS(iowa.category_name,r'GIN') THEN 'GINS' WHEN REGEXP_CONTAINS(iowa.category_name,r'SCHNAP') THEN 'SCHNAPPS' ELSE 'OTHER' END
      END as category_class__2,
    CASE WHEN group_set=2 THEN
      SUM(iowa.sale_dollars)
      END as total_sale_dollars__2,
    CASE WHEN group_set=2 THEN
      count(distinct iowa.item_number)
      END as item_count__2,
    CASE WHEN group_set=3 THEN
      iowa.vendor_name
      END as vendor_name__3,
    CASE WHEN group_set=3 THEN
      SUM(iowa.sale_dollars)
      END as total_sale_dollars__3,
    CASE WHEN group_set=3 THEN
      SUM(iowa.bottles_sold)
      END as total_bottles__3,
    CASE WHEN group_set=4 THEN
      iowa.vendor_name
      END as vendor_name__4,
    CASE WHEN group_set=4 THEN
      iowa.item_description
      END as item_description__4,
    CASE WHEN group_set=4 THEN
      SUM(iowa.sale_dollars)
      END as total_sale_dollars__4,
    CASE WHEN group_set=4 THEN
      SUM(iowa.bottles_sold)
      END as total_bottles__4,
    CASE WHEN group_set=4 THEN
      AVG((iowa.state_bottle_retail/(nullif(iowa.bottle_volume_ml,0)))*100)
      END as avg_price_per_100ml__4,
    CASE WHEN group_set=5 THEN
      iowa.vendor_name
      END as vendor_name__5,
    CASE WHEN group_set=5 THEN
      iowa.item_description
      END as item_description__5,
    CASE WHEN group_set=5 THEN
      SUM(iowa.sale_dollars)
      END as total_sale_dollars__5,
    CASE WHEN group_set=5 THEN
      SUM(iowa.bottles_sold)
      END as total_bottles__5,
    CASE WHEN group_set=5 THEN
      AVG((iowa.state_bottle_retail/(nullif(iowa.bottle_volume_ml,0)))*100)
      END as avg_price_per_100ml__5,
    CASE WHEN group_set IN (6,7,8,9) THEN
      iowa.vendor_name
      END as vendor_name__6,
    CASE WHEN group_set=6 THEN
      SUM(iowa.sale_dollars)
      END as total_sale_dollars__6,
    CASE WHEN group_set=7 THEN
      DATE_TRUNC(iowa.date, WEEK)
      END as purchase_month__7,
    CASE WHEN group_set=7 THEN
      SUM(iowa.sale_dollars)
      END as total_sale_dollars__7,
    CASE WHEN group_set=8 THEN
      iowa.vendor_name
      END as vendor_name__8,
    CASE WHEN group_set=8 THEN
      iowa.item_description
      END as item_description__8,
    CASE WHEN group_set=8 THEN
      SUM(iowa.sale_dollars)
      END as total_sale_dollars__8,
    CASE WHEN group_set=8 THEN
      SUM(iowa.bottles_sold)
      END as total_bottles__8,
    CASE WHEN group_set=8 THEN
      AVG((iowa.state_bottle_retail/(nullif(iowa.bottle_volume_ml,0)))*100)
      END as avg_price_per_100ml__8,
    CASE WHEN group_set=9 THEN
      iowa.vendor_name
      END as vendor_name__9,
    CASE WHEN group_set=9 THEN
      iowa.item_description
      END as item_description__9,
    CASE WHEN group_set=9 THEN
      SUM(iowa.sale_dollars)
      END as total_sale_dollars__9,
    CASE WHEN group_set=9 THEN
      SUM(iowa.bottles_sold)
      END as total_bottles__9,
    CASE WHEN group_set=9 THEN
      AVG((iowa.state_bottle_retail/(nullif(iowa.bottle_volume_ml,0)))*100)
      END as avg_price_per_100ml__9
  FROM `malloy-data.iowa_liquor_sales.sales_deduped` as iowa
  CROSS JOIN (SELECT row_number() OVER() -1  group_set FROM UNNEST(GENERATE_ARRAY(0,9,1)))
  WHERE (CASE WHEN REGEXP_CONTAINS(iowa.category_name,r'(WHISK|SCOTCH|BOURBON|RYE)') THEN 'WHISKIES' WHEN REGEXP_CONTAINS(iowa.category_name,r'VODKA') THEN 'VODKAS' WHEN REGEXP_CONTAINS(iowa.category_name,r'RUM') THEN 'RUMS' WHEN REGEXP_CONTAINS(iowa.category_name,r'TEQUILA') THEN 'TEQUILAS' WHEN REGEXP_CONTAINS(iowa.category_name,r'(LIQUE|AMARETTO|TRIPLE SEC)') THEN 'LIQUEURS' WHEN REGEXP_CONTAINS(iowa.category_name,r'BRAND(I|Y)') THEN 'BRANDIES' WHEN REGEXP_CONTAINS(iowa.category_name,r'GIN') THEN 'GINS' WHEN REGEXP_CONTAINS(iowa.category_name,r'SCHNAP') THEN 'SCHNAPPS' ELSE 'OTHER' END='VODKAS')
  AND (CASE WHEN REGEXP_CONTAINS(iowa.category_name,r'(WHISK|SCOTCH|BOURBON|RYE)') THEN 'WHISKIES' WHEN REGEXP_CONTAINS(iowa.category_name,r'VODKA') THEN 'VODKAS' WHEN REGEXP_CONTAINS(iowa.category_name,r'RUM') THEN 'RUMS' WHEN REGEXP_CONTAINS(iowa.category_name,r'TEQUILA') THEN 'TEQUILAS' WHEN REGEXP_CONTAINS(iowa.category_name,r'(LIQUE|AMARETTO|TRIPLE SEC)') THEN 'LIQUEURS' WHEN REGEXP_CONTAINS(iowa.category_name,r'BRAND(I|Y)') THEN 'BRANDIES' WHEN REGEXP_CONTAINS(iowa.category_name,r'GIN') THEN 'GINS' WHEN REGEXP_CONTAINS(iowa.category_name,r'SCHNAP') THEN 'SCHNAPPS' ELSE 'OTHER' END='VODKAS')
  AND ((group_set NOT IN (1) OR (group_set IN (1) AND CASE WHEN REGEXP_CONTAINS(iowa.category_name,r'(WHISK|SCOTCH|BOURBON|RYE)') THEN 'WHISKIES' WHEN REGEXP_CONTAINS(iowa.category_name,r'VODKA') THEN 'VODKAS' WHEN REGEXP_CONTAINS(iowa.category_name,r'RUM') THEN 'RUMS' WHEN REGEXP_CONTAINS(iowa.category_name,r'TEQUILA') THEN 'TEQUILAS' WHEN REGEXP_CONTAINS(iowa.category_name,r'(LIQUE|AMARETTO|TRIPLE SEC)') THEN 'LIQUEURS' WHEN REGEXP_CONTAINS(iowa.category_name,r'BRAND(I|Y)') THEN 'BRANDIES' WHEN REGEXP_CONTAINS(iowa.category_name,r'GIN') THEN 'GINS' WHEN REGEXP_CONTAINS(iowa.category_name,r'SCHNAP') THEN 'SCHNAPPS' ELSE 'OTHER' END='VODKAS')))
  AND ((group_set NOT IN (2) OR (group_set IN (2) AND CASE WHEN REGEXP_CONTAINS(iowa.category_name,r'(WHISK|SCOTCH|BOURBON|RYE)') THEN 'WHISKIES' WHEN REGEXP_CONTAINS(iowa.category_name,r'VODKA') THEN 'VODKAS' WHEN REGEXP_CONTAINS(iowa.category_name,r'RUM') THEN 'RUMS' WHEN REGEXP_CONTAINS(iowa.category_name,r'TEQUILA') THEN 'TEQUILAS' WHEN REGEXP_CONTAINS(iowa.category_name,r'(LIQUE|AMARETTO|TRIPLE SEC)') THEN 'LIQUEURS' WHEN REGEXP_CONTAINS(iowa.category_name,r'BRAND(I|Y)') THEN 'BRANDIES' WHEN REGEXP_CONTAINS(iowa.category_name,r'GIN') THEN 'GINS' WHEN REGEXP_CONTAINS(iowa.category_name,r'SCHNAP') THEN 'SCHNAPPS' ELSE 'OTHER' END='VODKAS')))
  AND ((group_set NOT IN (3) OR (group_set IN (3) AND CASE WHEN REGEXP_CONTAINS(iowa.category_name,r'(WHISK|SCOTCH|BOURBON|RYE)') THEN 'WHISKIES' WHEN REGEXP_CONTAINS(iowa.category_name,r'VODKA') THEN 'VODKAS' WHEN REGEXP_CONTAINS(iowa.category_name,r'RUM') THEN 'RUMS' WHEN REGEXP_CONTAINS(iowa.category_name,r'TEQUILA') THEN 'TEQUILAS' WHEN REGEXP_CONTAINS(iowa.category_name,r'(LIQUE|AMARETTO|TRIPLE SEC)') THEN 'LIQUEURS' WHEN REGEXP_CONTAINS(iowa.category_name,r'BRAND(I|Y)') THEN 'BRANDIES' WHEN REGEXP_CONTAINS(iowa.category_name,r'GIN') THEN 'GINS' WHEN REGEXP_CONTAINS(iowa.category_name,r'SCHNAP') THEN 'SCHNAPPS' ELSE 'OTHER' END='VODKAS')))
  AND ((group_set NOT IN (4) OR (group_set IN (4) AND CASE WHEN REGEXP_CONTAINS(iowa.category_name,r'(WHISK|SCOTCH|BOURBON|RYE)') THEN 'WHISKIES' WHEN REGEXP_CONTAINS(iowa.category_name,r'VODKA') THEN 'VODKAS' WHEN REGEXP_CONTAINS(iowa.category_name,r'RUM') THEN 'RUMS' WHEN REGEXP_CONTAINS(iowa.category_name,r'TEQUILA') THEN 'TEQUILAS' WHEN REGEXP_CONTAINS(iowa.category_name,r'(LIQUE|AMARETTO|TRIPLE SEC)') THEN 'LIQUEURS' WHEN REGEXP_CONTAINS(iowa.category_name,r'BRAND(I|Y)') THEN 'BRANDIES' WHEN REGEXP_CONTAINS(iowa.category_name,r'GIN') THEN 'GINS' WHEN REGEXP_CONTAINS(iowa.category_name,r'SCHNAP') THEN 'SCHNAPPS' ELSE 'OTHER' END='VODKAS')))
  AND ((group_set NOT IN (5) OR (group_set IN (5) AND CASE WHEN REGEXP_CONTAINS(iowa.category_name,r'(WHISK|SCOTCH|BOURBON|RYE)') THEN 'WHISKIES' WHEN REGEXP_CONTAINS(iowa.category_name,r'VODKA') THEN 'VODKAS' WHEN REGEXP_CONTAINS(iowa.category_name,r'RUM') THEN 'RUMS' WHEN REGEXP_CONTAINS(iowa.category_name,r'TEQUILA') THEN 'TEQUILAS' WHEN REGEXP_CONTAINS(iowa.category_name,r'(LIQUE|AMARETTO|TRIPLE SEC)') THEN 'LIQUEURS' WHEN REGEXP_CONTAINS(iowa.category_name,r'BRAND(I|Y)') THEN 'BRANDIES' WHEN REGEXP_CONTAINS(iowa.category_name,r'GIN') THEN 'GINS' WHEN REGEXP_CONTAINS(iowa.category_name,r'SCHNAP') THEN 'SCHNAPPS' ELSE 'OTHER' END='VODKAS')))
  AND ((group_set NOT IN (7) OR (group_set IN (7) AND CASE WHEN REGEXP_CONTAINS(iowa.category_name,r'(WHISK|SCOTCH|BOURBON|RYE)') THEN 'WHISKIES' WHEN REGEXP_CONTAINS(iowa.category_name,r'VODKA') THEN 'VODKAS' WHEN REGEXP_CONTAINS(iowa.category_name,r'RUM') THEN 'RUMS' WHEN REGEXP_CONTAINS(iowa.category_name,r'TEQUILA') THEN 'TEQUILAS' WHEN REGEXP_CONTAINS(iowa.category_name,r'(LIQUE|AMARETTO|TRIPLE SEC)') THEN 'LIQUEURS' WHEN REGEXP_CONTAINS(iowa.category_name,r'BRAND(I|Y)') THEN 'BRANDIES' WHEN REGEXP_CONTAINS(iowa.category_name,r'GIN') THEN 'GINS' WHEN REGEXP_CONTAINS(iowa.category_name,r'SCHNAP') THEN 'SCHNAPPS' ELSE 'OTHER' END='VODKAS')))
  AND ((group_set NOT IN (8) OR (group_set IN (8) AND CASE WHEN REGEXP_CONTAINS(iowa.category_name,r'(WHISK|SCOTCH|BOURBON|RYE)') THEN 'WHISKIES' WHEN REGEXP_CONTAINS(iowa.category_name,r'VODKA') THEN 'VODKAS' WHEN REGEXP_CONTAINS(iowa.category_name,r'RUM') THEN 'RUMS' WHEN REGEXP_CONTAINS(iowa.category_name,r'TEQUILA') THEN 'TEQUILAS' WHEN REGEXP_CONTAINS(iowa.category_name,r'(LIQUE|AMARETTO|TRIPLE SEC)') THEN 'LIQUEURS' WHEN REGEXP_CONTAINS(iowa.category_name,r'BRAND(I|Y)') THEN 'BRANDIES' WHEN REGEXP_CONTAINS(iowa.category_name,r'GIN') THEN 'GINS' WHEN REGEXP_CONTAINS(iowa.category_name,r'SCHNAP') THEN 'SCHNAPPS' ELSE 'OTHER' END='VODKAS')))
  AND ((group_set NOT IN (9) OR (group_set IN (9) AND CASE WHEN REGEXP_CONTAINS(iowa.category_name,r'(WHISK|SCOTCH|BOURBON|RYE)') THEN 'WHISKIES' WHEN REGEXP_CONTAINS(iowa.category_name,r'VODKA') THEN 'VODKAS' WHEN REGEXP_CONTAINS(iowa.category_name,r'RUM') THEN 'RUMS' WHEN REGEXP_CONTAINS(iowa.category_name,r'TEQUILA') THEN 'TEQUILAS' WHEN REGEXP_CONTAINS(iowa.category_name,r'(LIQUE|AMARETTO|TRIPLE SEC)') THEN 'LIQUEURS' WHEN REGEXP_CONTAINS(iowa.category_name,r'BRAND(I|Y)') THEN 'BRANDIES' WHEN REGEXP_CONTAINS(iowa.category_name,r'GIN') THEN 'GINS' WHEN REGEXP_CONTAINS(iowa.category_name,r'SCHNAP') THEN 'SCHNAPPS' ELSE 'OTHER' END='VODKAS')))
  GROUP BY 1,5,7,10,13,14,18,19,23,25,27,28,32,33
)
, __stage1 AS (
  SELECT 
    CASE WHEN group_set=7 THEN 6 WHEN group_set=8 THEN 6 WHEN group_set=9 THEN 6  ELSE group_set END as group_set,
    ANY_VALUE(CASE WHEN group_set=0 THEN vendor_count__0 END) as vendor_count__0,
    ANY_VALUE(CASE WHEN group_set=0 THEN total_sale_dollars__0 END) as total_sale_dollars__0,
    ANY_VALUE(CASE WHEN group_set=0 THEN total_bottles__0 END) as total_bottles__0,
    CASE WHEN group_set=1 THEN
      purchase_month__1
      END as purchase_month__1,
    ANY_VALUE(CASE WHEN group_set=1 THEN total_sale_dollars__1 END) as total_sale_dollars__1,
    CASE WHEN group_set=2 THEN
      category_class__2
      END as category_class__2,
    ANY_VALUE(CASE WHEN group_set=2 THEN total_sale_dollars__2 END) as total_sale_dollars__2,
    ANY_VALUE(CASE WHEN group_set=2 THEN item_count__2 END) as item_count__2,
    CASE WHEN group_set=3 THEN
      vendor_name__3
      END as vendor_name__3,
    ANY_VALUE(CASE WHEN group_set=3 THEN total_sale_dollars__3 END) as total_sale_dollars__3,
    ANY_VALUE(CASE WHEN group_set=3 THEN total_bottles__3 END) as total_bottles__3,
    CASE WHEN group_set=4 THEN
      vendor_name__4
      END as vendor_name__4,
    CASE WHEN group_set=4 THEN
      item_description__4
      END as item_description__4,
    ANY_VALUE(CASE WHEN group_set=4 THEN total_sale_dollars__4 END) as total_sale_dollars__4,
    ANY_VALUE(CASE WHEN group_set=4 THEN total_bottles__4 END) as total_bottles__4,
    ANY_VALUE(CASE WHEN group_set=4 THEN avg_price_per_100ml__4 END) as avg_price_per_100ml__4,
    CASE WHEN group_set=5 THEN
      vendor_name__5
      END as vendor_name__5,
    CASE WHEN group_set=5 THEN
      item_description__5
      END as item_description__5,
    ANY_VALUE(CASE WHEN group_set=5 THEN total_sale_dollars__5 END) as total_sale_dollars__5,
    ANY_VALUE(CASE WHEN group_set=5 THEN total_bottles__5 END) as total_bottles__5,
    ANY_VALUE(CASE WHEN group_set=5 THEN avg_price_per_100ml__5 END) as avg_price_per_100ml__5,
    CASE WHEN group_set IN (6,7,8,9) THEN
      vendor_name__6
      END as vendor_name__6,
    ANY_VALUE(CASE WHEN group_set=6 THEN total_sale_dollars__6 END) as total_sale_dollars__6,
    ARRAY_AGG(CASE WHEN group_set=7 THEN STRUCT(
      purchase_month__7 as purchase_month, 
      total_sale_dollars__7 as total_sale_dollars
      ) END IGNORE NULLS  ORDER BY  purchase_month__7 ASC ) as by_month__6,
    ARRAY_AGG(CASE WHEN group_set=8 THEN STRUCT(
      vendor_name__8 as vendor_name, 
      item_description__8 as item_description, 
      total_sale_dollars__8 as total_sale_dollars, 
      total_bottles__8 as total_bottles, 
      avg_price_per_100ml__8 as avg_price_per_100ml
      ) END IGNORE NULLS  ORDER BY  total_sale_dollars__8 desc  LIMIT 5) as top_sellers_by_revenue__6,
    ARRAY_AGG(CASE WHEN group_set=9 THEN STRUCT(
      vendor_name__9 as vendor_name, 
      item_description__9 as item_description, 
      total_sale_dollars__9 as total_sale_dollars, 
      total_bottles__9 as total_bottles, 
      avg_price_per_100ml__9 as avg_price_per_100ml
      ) END IGNORE NULLS  ORDER BY  avg_price_per_100ml__9 desc  LIMIT 10) as most_expensive_products__6
  FROM __stage0
  GROUP BY 1,5,7,10,13,14,18,19,23
)
SELECT
  ANY_VALUE(CASE WHEN group_set=0 THEN vendor_count__0 END) as vendor_count,
  ANY_VALUE(CASE WHEN group_set=0 THEN total_sale_dollars__0 END) as total_sale_dollars,
  ANY_VALUE(CASE WHEN group_set=0 THEN total_bottles__0 END) as total_bottles,
  ARRAY_AGG(CASE WHEN group_set=1 THEN STRUCT(
    purchase_month__1 as purchase_month, 
    total_sale_dollars__1 as total_sale_dollars
    ) END IGNORE NULLS  ORDER BY  purchase_month__1 ASC ) as by_month,
  ARRAY_AGG(CASE WHEN group_set=2 THEN STRUCT(
    category_class__2 as category_class, 
    total_sale_dollars__2 as total_sale_dollars, 
    item_count__2 as item_count
    ) END IGNORE NULLS  ORDER BY  total_sale_dollars__2 desc  LIMIT 10) as by_class,
  ARRAY_AGG(CASE WHEN group_set=3 THEN STRUCT(
    vendor_name__3 as vendor_name, 
    total_sale_dollars__3 as total_sale_dollars, 
    total_bottles__3 as total_bottles
    ) END IGNORE NULLS  ORDER BY  total_sale_dollars__3 desc  LIMIT 10) as by_vendor_bar_chart,
  ARRAY_AGG(CASE WHEN group_set=4 THEN STRUCT(
    vendor_name__4 as vendor_name, 
    item_description__4 as item_description, 
    total_sale_dollars__4 as total_sale_dollars, 
    total_bottles__4 as total_bottles, 
    avg_price_per_100ml__4 as avg_price_per_100ml
    ) END IGNORE NULLS  ORDER BY  total_sale_dollars__4 desc  LIMIT 5) as top_sellers_by_revenue,
  ARRAY_AGG(CASE WHEN group_set=5 THEN STRUCT(
    vendor_name__5 as vendor_name, 
    item_description__5 as item_description, 
    total_sale_dollars__5 as total_sale_dollars, 
    total_bottles__5 as total_bottles, 
    avg_price_per_100ml__5 as avg_price_per_100ml
    ) END IGNORE NULLS  ORDER BY  avg_price_per_100ml__5 desc  LIMIT 10) as most_expensive_products,
  ARRAY_AGG(CASE WHEN group_set=6 THEN STRUCT(
    vendor_name__6 as vendor_name, 
    total_sale_dollars__6 as total_sale_dollars, 
    by_month__6 as by_month, 
    top_sellers_by_revenue__6 as top_sellers_by_revenue, 
    most_expensive_products__6 as most_expensive_products
    ) END IGNORE NULLS  ORDER BY  total_sale_dollars__6 desc  LIMIT 10) as by_vendor_dashboard
FROM __stage1
ORDER BY 1 desc